{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import glob\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Rectangle\n",
    "from IPython.display import clear_output\n",
    "import cv2\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from src.utils import *\n",
    "from src.MOSSE import *\n",
    "from src.KCF import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "FRAME_DIR = './UAV123_10fps/data_seq/UAV123_10fps/bike1'\n",
    "ANNOT_PATH = './UAV123_10fps/anno/UAV123_10fps/bike1.txt'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "##################### SELECT ALGORITHM #######################\n",
    "\n",
    "KCF_HOG = KCF(features = 'hog', kernel = 'gaussian')\n",
    "DCF_HOG = KCF(features = 'hog', kernel = 'linear')\n",
    "KCF_RAW = KCF(features = 'color', kernel = 'gaussian')\n",
    "DCF_RAW= KCF(features = 'color', kernel = 'linear')\n",
    "MO = MOSSE()\n",
    "\n",
    "\n",
    "MODEL = KCF_RAW"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "Input \u001b[0;32mIn [9]\u001b[0m, in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     17\u001b[0m frame_path \u001b[38;5;241m=\u001b[39m FRAME_DIR\u001b[38;5;241m+\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m/\u001b[39m\u001b[38;5;124m'\u001b[39m \u001b[38;5;241m+\u001b[39m path\n\u001b[1;32m     19\u001b[0m frame \u001b[38;5;241m=\u001b[39m cv2\u001b[38;5;241m.\u001b[39mimread(frame_path)\n\u001b[0;32m---> 21\u001b[0m x1, y1, x2, y2 \u001b[38;5;241m=\u001b[39m \u001b[43mMODEL\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtrack\u001b[49m\u001b[43m(\u001b[49m\u001b[43mframe\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     23\u001b[0m \u001b[38;5;66;03m# visualize the tracking process...\u001b[39;00m\n\u001b[1;32m     24\u001b[0m clear_output(wait\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n",
      "File \u001b[0;32m~/opt/anaconda3/envs/class_stuff/tracking/src/KCF.py:83\u001b[0m, in \u001b[0;36mKCF.track\u001b[0;34m(self, frame)\u001b[0m\n\u001b[1;32m     76\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mtrack\u001b[39m(\u001b[38;5;28mself\u001b[39m,frame):\n\u001b[1;32m     78\u001b[0m     f \u001b[38;5;241m=\u001b[39m frame[\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39my1_clip:\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39my2_clip, \n\u001b[1;32m     79\u001b[0m            \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mx1_clip:\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mx2_clip,\n\u001b[1;32m     80\u001b[0m            :]\n\u001b[0;32m---> 83\u001b[0m     z \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_preprocess_frame\u001b[49m\u001b[43m(\u001b[49m\u001b[43mf\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     86\u001b[0m     responses \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_detect(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39malphaf, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mxf, z)\n\u001b[1;32m     88\u001b[0m     max_yx \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mwhere(responses \u001b[38;5;241m==\u001b[39m np\u001b[38;5;241m.\u001b[39mmax(responses))\n",
      "File \u001b[0;32m~/opt/anaconda3/envs/class_stuff/tracking/src/KCF.py:171\u001b[0m, in \u001b[0;36mKCF._preprocess_frame\u001b[0;34m(self, frame)\u001b[0m\n\u001b[1;32m    168\u001b[0m x \u001b[38;5;241m=\u001b[39m cv2\u001b[38;5;241m.\u001b[39mresize(frame,(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpadded_w\u001b[38;5;241m*\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcell_size,\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpadded_h\u001b[38;5;241m*\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcell_size))\n\u001b[1;32m    169\u001b[0m x \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_extract_features(x)\n\u001b[0;32m--> 171\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfft2\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcosine_window\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/opt/anaconda3/envs/class_stuff/tracking/src/utils.py:108\u001b[0m, in \u001b[0;36mfft2\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m    107\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mfft2\u001b[39m(x):\n\u001b[0;32m--> 108\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m np\u001b[38;5;241m.\u001b[39mfft\u001b[38;5;241m.\u001b[39mfft(\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfft\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfft\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m)\u001b[49m, axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m)\u001b[38;5;241m.\u001b[39mastype(np\u001b[38;5;241m.\u001b[39mcomplex64)\n",
      "File \u001b[0;32m<__array_function__ internals>:5\u001b[0m, in \u001b[0;36mfft\u001b[0;34m(*args, **kwargs)\u001b[0m\n",
      "File \u001b[0;32m~/opt/anaconda3/envs/class_stuff/lib/python3.9/site-packages/numpy/fft/_pocketfft.py:215\u001b[0m, in \u001b[0;36mfft\u001b[0;34m(a, n, axis, norm)\u001b[0m\n\u001b[1;32m    213\u001b[0m     n \u001b[38;5;241m=\u001b[39m a\u001b[38;5;241m.\u001b[39mshape[axis]\n\u001b[1;32m    214\u001b[0m inv_norm \u001b[38;5;241m=\u001b[39m _get_forward_norm(n, norm)\n\u001b[0;32m--> 215\u001b[0m output \u001b[38;5;241m=\u001b[39m \u001b[43m_raw_fft\u001b[49m\u001b[43m(\u001b[49m\u001b[43ma\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mn\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minv_norm\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    216\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m output\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "bbox = np.genfromtxt(ANNOT_PATH, dtype=int, delimiter=',', names=True)[0]\n",
    "frame_path = FRAME_DIR+ '/' + sorted(os.listdir(FRAME_DIR))[0]\n",
    "\n",
    "\n",
    "first_frame = cv2.imread(frame_path)\n",
    "first_frame = first_frame.astype(np.float32)\n",
    "\n",
    "\n",
    "MODEL.initialization(first_frame,bbox)\n",
    "\n",
    "\n",
    "previous_frame = first_frame\n",
    "\n",
    "\n",
    "for i, path in enumerate(sorted(os.listdir(FRAME_DIR))[1:]):\n",
    "    \n",
    "    frame_path = FRAME_DIR+ '/' + path\n",
    "    \n",
    "    frame = cv2.imread(frame_path)\n",
    "\n",
    "    x1, y1, x2, y2 = MODEL.track(frame)\n",
    "    \n",
    "    # visualize the tracking process...\n",
    "    clear_output(wait=True)\n",
    "    cv2.rectangle(frame, (x1, y1), (x2, y2), (255, 0, 0), thickness=3)\n",
    "    plt.imshow(frame)\n",
    "    plt.show()"
   ]
  }
 ],
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